{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "60eea4cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif.ttf\n",
      "STIXSizeTwoSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizTwoSymBol.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneralBol.ttf\n",
      "cmr10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmr10.ttf\n",
      "cmmi10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmmi10.ttf\n",
      "cmsy10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmsy10.ttf\n",
      "cmb10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmb10.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUni.ttf\n",
      "cmss10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmss10.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneralItalic.ttf\n",
      "STIXSizeThreeSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizThreeSymReg.ttf\n",
      "STIXSizeOneSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizOneSymReg.ttf\n",
      "STIXSizeTwoSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizTwoSymReg.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans-BoldOblique.ttf\n",
      "STIXSizeThreeSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizThreeSymBol.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneral.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans-Bold.ttf\n",
      "STIXSizeOneSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizOneSymBol.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUniBolIta.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneralBolIta.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-BoldOblique.ttf\n",
      "DejaVu Sans Display - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansDisplay.ttf\n",
      "STIXSizeFourSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizFourSymReg.ttf\n",
      "cmex10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmex10.ttf\n",
      "cmtt10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmtt10.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUniIta.ttf\n",
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif-Italic.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUniBol.ttf\n",
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif-BoldItalic.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans-Oblique.ttf\n",
      "STIXSizeFourSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizFourSymBol.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-Bold.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-Oblique.ttf\n",
      "STIXSizeFiveSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizFiveSymReg.ttf\n",
      "DejaVu Serif Display - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerifDisplay.ttf\n",
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif-Bold.ttf\n",
      "MS Reference Sans Serif - C:\\Windows\\Fonts\\REFSAN.TTF\n",
      "DengXian - C:\\WINDOWS\\Fonts\\Dengl.ttf\n",
      "Showcard Gothic - C:\\Windows\\Fonts\\SHOWG.TTF\n",
      "Franklin Gothic Demi - C:\\Windows\\Fonts\\FRADMIT.TTF\n",
      "Microsoft New Tai Lue - C:\\Windows\\Fonts\\ntailu.ttf\n",
      "Ink Free - C:\\Windows\\Fonts\\Inkfree.ttf\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALNBI.TTF\n",
      "Maiandra GD - C:\\WINDOWS\\Fonts\\MAIAN.TTF\n",
      "Candara - C:\\Windows\\Fonts\\Candara.ttf\n",
      "Felix Titling - C:\\WINDOWS\\Fonts\\FELIXTI.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibril.ttf\n",
      "FangSong - C:\\WINDOWS\\Fonts\\simfang.ttf\n",
      "DengXian - C:\\Windows\\Fonts\\Deng.ttf\n",
      "Gabriola - C:\\WINDOWS\\Fonts\\Gabriola.ttf\n",
      "Microsoft Tai Le - C:\\WINDOWS\\Fonts\\taile.ttf\n",
      "Vivaldi - C:\\Windows\\Fonts\\VIVALDII.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguisb.ttf\n",
      "Cooper Black - C:\\WINDOWS\\Fonts\\COOPBL.TTF\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PERI____.TTF\n",
      "Microsoft Tai Le - C:\\WINDOWS\\Fonts\\taileb.ttf\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GILBI___.TTF\n",
      "Sitka - C:\\WINDOWS\\Fonts\\SitkaVF-Italic.ttf\n",
      "Perpetua - C:\\Windows\\Fonts\\PER_____.TTF\n",
      "Segoe UI Symbol - C:\\WINDOWS\\Fonts\\seguisym.ttf\n",
      "Segoe MDL2 Assets - C:\\WINDOWS\\Fonts\\segmdl2.ttf\n",
      "Haettenschweiler - C:\\Windows\\Fonts\\HATTEN.TTF\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-LIGHT.TTF\n",
      "Microsoft YaHei - C:\\WINDOWS\\Fonts\\msyhbd.ttc\n",
      "Microsoft YaHei - C:\\WINDOWS\\Fonts\\msyhl.ttc\n",
      "Modern No. 20 - C:\\WINDOWS\\Fonts\\MOD20.TTF\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPEB.TTF\n",
      "Times New Roman - C:\\Windows\\Fonts\\timesi.ttf\n",
      "Elephant - C:\\WINDOWS\\Fonts\\ELEPHNT.TTF\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothM.ttc\n",
      "Papyrus - C:\\Windows\\Fonts\\PAPYRUS.TTF\n",
      "Arial Unicode MS - C:\\Windows\\Fonts\\ARIALUNI.TTF\n",
      "Informal Roman - C:\\Windows\\Fonts\\INFROMAN.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting-Bold.otf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\ANTQUAI.TTF\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GIL_____.TTF\n",
      "Tahoma - C:\\WINDOWS\\Fonts\\tahoma.ttf\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\SCHLBKB.TTF\n",
      "Berlin Sans FB Demi - C:\\Windows\\Fonts\\BRLNSDB.TTF\n",
      "Calibri - C:\\Windows\\Fonts\\calibriz.ttf\n",
      "Microsoft JhengHei - C:\\WINDOWS\\Fonts\\msjhbd.ttc\n",
      "Sitka - C:\\Windows\\Fonts\\SitkaVF-Italic.ttf\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAXI.TTF\n",
      "Magneto - C:\\WINDOWS\\Fonts\\MAGNETOB.TTF\n",
      "Jokerman - C:\\Windows\\Fonts\\JOKERMAN.TTF\n",
      "MS Reference Specialty - C:\\Windows\\Fonts\\REFSPCL.TTF\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comicbd.ttf\n",
      "Corbel - C:\\Windows\\Fonts\\corbell.ttf\n",
      "Gabriola - C:\\Windows\\Fonts\\Gabriola.ttf\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbel.ttf\n",
      "Lucida Handwriting - C:\\Windows\\Fonts\\LHANDW.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbelli.ttf\n",
      "STKaiti - C:\\Windows\\Fonts\\STKAITI.TTF\n",
      "Gill Sans Ultra Bold - C:\\Windows\\Fonts\\GILSANUB.TTF\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPE.TTF\n",
      "Segoe UI Historic - C:\\Windows\\Fonts\\seguihis.ttf\n",
      "Lucida Calligraphy - C:\\Windows\\Fonts\\LCALLIG.TTF\n",
      "Maiandra GD - C:\\Windows\\Fonts\\MAIAN.TTF\n",
      "Castellar - C:\\WINDOWS\\Fonts\\CASTELAR.TTF\n",
      "Webdings - C:\\Windows\\Fonts\\webdings.ttf\n",
      "Microsoft New Tai Lue - C:\\WINDOWS\\Fonts\\ntailu.ttf\n",
      "Segoe Print - C:\\Windows\\Fonts\\segoepr.ttf\n",
      "Eras Medium ITC - C:\\Windows\\Fonts\\ERASMD.TTF\n",
      "Segoe UI Emoji - C:\\WINDOWS\\Fonts\\seguiemj.ttf\n",
      "Felix Titling - C:\\Windows\\Fonts\\FELIXTI.TTF\n",
      "Goudy Old Style - C:\\WINDOWS\\Fonts\\GOUDOSB.TTF\n",
      "Matura MT Script Capitals - C:\\WINDOWS\\Fonts\\MATURASC.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguisli.ttf\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebucbi.ttf\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PERBI___.TTF\n",
      "SimSun-ExtB - C:\\WINDOWS\\Fonts\\simsunb.ttf\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALIST.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CR.TTF\n",
      "Viner Hand ITC - C:\\WINDOWS\\Fonts\\VINERITC.TTF\n",
      "OCR A Extended - C:\\Windows\\Fonts\\OCRAEXT.TTF\n",
      "Tempus Sans ITC - C:\\Windows\\Fonts\\TEMPSITC.TTF\n",
      "Cooper Black - C:\\Windows\\Fonts\\COOPBL.TTF\n",
      "Nirmala UI - C:\\Windows\\Fonts\\NirmalaB.ttf\n",
      "Leelawadee UI - C:\\WINDOWS\\Fonts\\LeelUIsl.ttf\n",
      "Malgun Gothic - C:\\WINDOWS\\Fonts\\malgun.ttf\n",
      "Bell MT - C:\\Windows\\Fonts\\BELLI.TTF\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANS.TTF\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITEDI.TTF\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothB.ttc\n",
      "Tw Cen MT Condensed Extra Bold - C:\\WINDOWS\\Fonts\\TCCEB.TTF\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\ANTQUABI.TTF\n",
      "STXingkai - C:\\Windows\\Fonts\\STXINGKA.TTF\n",
      "Bahnschrift - C:\\Windows\\Fonts\\bahnschrift.ttf\n",
      "Perpetua Titling MT - C:\\Windows\\Fonts\\PERTILI.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_BLAI.TTF\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCMI____.TTF\n",
      "Cambria - C:\\Windows\\Fonts\\cambriai.ttf\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALIST.TTF\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALISTI.TTF\n",
      "Myanmar Text - C:\\Windows\\Fonts\\mmrtext.ttf\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\CENSCBK.TTF\n",
      "Malgun Gothic - C:\\Windows\\Fonts\\malgunsl.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consolaz.ttf\n",
      "Javanese Text - C:\\WINDOWS\\Fonts\\javatext.ttf\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CBI.TTF\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgiab.ttf\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\SCHLBKI.TTF\n",
      "Sans Serif Collection - C:\\WINDOWS\\Fonts\\SansSerifCollection.ttf\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebuc.ttf\n",
      "Franklin Gothic Medium - C:\\WINDOWS\\Fonts\\framd.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguisb.ttf\n",
      "MingLiU-ExtB - C:\\Windows\\Fonts\\mingliub.ttc\n",
      "Broadway - C:\\Windows\\Fonts\\BROADW.TTF\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\ANTQUAI.TTF\n",
      "Blackadder ITC - C:\\WINDOWS\\Fonts\\ITCBLKAD.TTF\n",
      "Wingdings 3 - C:\\WINDOWS\\Fonts\\WINGDNG3.TTF\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constanz.ttf\n",
      "Times New Roman - C:\\Windows\\Fonts\\times.ttf\n",
      "Footlight MT Light - C:\\Windows\\Fonts\\FTLTLT.TTF\n",
      "Gloucester MT Extra Condensed - C:\\WINDOWS\\Fonts\\GLECB.TTF\n",
      "Impact - C:\\WINDOWS\\Fonts\\impact.ttf\n",
      "STKaiti - C:\\WINDOWS\\Fonts\\STKAITI.TTF\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PERB____.TTF\n",
      "Blackadder ITC - C:\\Windows\\Fonts\\ITCBLKAD.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_R.TTF\n",
      "Franklin Gothic Heavy - C:\\WINDOWS\\Fonts\\FRAHVIT.TTF\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAXD.TTF\n",
      "Constantia - C:\\Windows\\Fonts\\constani.ttf\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHICBI.TTF\n",
      "Gill Sans MT Condensed - C:\\WINDOWS\\Fonts\\GILC____.TTF\n",
      "Edwardian Script ITC - C:\\WINDOWS\\Fonts\\ITCEDSCR.TTF\n",
      "Marlett - C:\\WINDOWS\\Fonts\\marlett.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibrib.ttf\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANSDI.TTF\n",
      "Old English Text MT - C:\\WINDOWS\\Fonts\\OLDENGL.TTF\n",
      "Parchment - C:\\Windows\\Fonts\\PARCHM.TTF\n",
      "Centaur - C:\\WINDOWS\\Fonts\\CENTAUR.TTF\n",
      "Palace Script MT - C:\\Windows\\Fonts\\PALSCRI.TTF\n",
      "Playbill - C:\\WINDOWS\\Fonts\\PLAYBILL.TTF\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GIL_____.TTF\n",
      "Century - C:\\WINDOWS\\Fonts\\CENTURY.TTF\n",
      "Leelawadee UI - C:\\WINDOWS\\Fonts\\LeelaUIb.ttf\n",
      "Ebrima - C:\\WINDOWS\\Fonts\\ebrima.ttf\n",
      "Malgun Gothic - C:\\Windows\\Fonts\\malgun.ttf\n",
      "Pristina - C:\\Windows\\Fonts\\PRISTINA.TTF\n",
      "Eras Demi ITC - C:\\Windows\\Fonts\\ERASDEMI.TTF\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHICI.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibri.ttf\n",
      "Century - C:\\Windows\\Fonts\\CENTURY.TTF\n",
      "Engravers MT - C:\\WINDOWS\\Fonts\\ENGR.TTF\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAX.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_BI.TTF\n",
      "Juice ITC - C:\\WINDOWS\\Fonts\\JUICE___.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbel.ttf\n",
      "Franklin Gothic Demi Cond - C:\\Windows\\Fonts\\FRADMCN.TTF\n",
      "STSong - C:\\WINDOWS\\Fonts\\STSONG.TTF\n",
      "Gill Sans Ultra Bold Condensed - C:\\Windows\\Fonts\\GILLUBCD.TTF\n",
      "STCaiyun - C:\\WINDOWS\\Fonts\\STCAIYUN.TTF\n",
      "Palace Script MT - C:\\WINDOWS\\Fonts\\PALSCRI.TTF\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\CENSCBK.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\arialbi.ttf\n",
      "Gigi - C:\\Windows\\Fonts\\GIGI.TTF\n",
      "Elephant - C:\\Windows\\Fonts\\ELEPHNT.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALNB.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuii.ttf\n",
      "Microsoft Yi Baiti - C:\\WINDOWS\\Fonts\\msyi.ttf\n",
      "Corbel - C:\\Windows\\Fonts\\corbelz.ttf\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\pala.ttf\n",
      "Elephant - C:\\WINDOWS\\Fonts\\ELEPHNTI.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_PSTC.TTF\n",
      "Vivaldi - C:\\WINDOWS\\Fonts\\VIVALDII.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbeli.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibrii.ttf\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comic.ttf\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\BKANT.TTF\n",
      "Garamond - C:\\Windows\\Fonts\\GARA.TTF\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-REGULAR.TTF\n",
      "FangSong - C:\\Windows\\Fonts\\simfang.ttf\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consolaz.ttf\n",
      "Arial - C:\\WINDOWS\\Fonts\\arial.ttf\n",
      "Poor Richard - C:\\Windows\\Fonts\\POORICH.TTF\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCB_____.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbelb.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuiz.ttf\n",
      "Gill Sans MT Ext Condensed Bold - C:\\WINDOWS\\Fonts\\GLSNECB.TTF\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPEB.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CR.TTF\n",
      "Franklin Gothic Book - C:\\WINDOWS\\Fonts\\FRABK.TTF\n",
      "Bookshelf Symbol 7 - C:\\WINDOWS\\Fonts\\BSSYM7.TTF\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAXDI.TTF\n",
      "Georgia - C:\\Windows\\Fonts\\georgiab.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguisbi.ttf\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambria.ttc\n",
      "STXihei - C:\\Windows\\Fonts\\STXIHEI.TTF\n",
      "Ink Free - C:\\WINDOWS\\Fonts\\Inkfree.ttf\n",
      "Freestyle Script - C:\\WINDOWS\\Fonts\\FREESCPT.TTF\n",
      "OCR A Extended - C:\\WINDOWS\\Fonts\\OCRAEXT.TTF\n",
      "Ebrima - C:\\Windows\\Fonts\\ebrimabd.ttf\n",
      "Nirmala UI - C:\\WINDOWS\\Fonts\\NirmalaB.ttf\n",
      "DengXian - C:\\Windows\\Fonts\\Dengl.ttf\n",
      "Onyx - C:\\Windows\\Fonts\\ONYX.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALN.TTF\n",
      "Stencil - C:\\Windows\\Fonts\\STENCIL.TTF\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALISTBI.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbelb.ttf\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\palab.ttf\n",
      "Meiryo - C:\\Windows\\Fonts\\MEIRYOB.TTC\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuib.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguibli.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CB.TTF\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothM.ttc\n",
      "Leelawadee UI - C:\\WINDOWS\\Fonts\\LeelawUI.ttf\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHICBI.TTF\n",
      "Goudy Stout - C:\\Windows\\Fonts\\GOUDYSTO.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbelli.ttf\n",
      "Candara - C:\\Windows\\Fonts\\Candarai.ttf\n",
      "SimSun - C:\\Windows\\Fonts\\simsun.ttc\n",
      "Copperplate Gothic Light - C:\\Windows\\Fonts\\COPRGTL.TTF\n",
      "MV Boli - C:\\Windows\\Fonts\\mvboli.ttf\n",
      "Meiryo - C:\\WINDOWS\\Fonts\\MEIRYOB.TTC\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambriai.ttf\n",
      "Microsoft PhagsPa - C:\\WINDOWS\\Fonts\\phagspa.ttf\n",
      "Georgia - C:\\Windows\\Fonts\\georgia.ttf\n",
      "Jokerman - C:\\WINDOWS\\Fonts\\JOKERMAN.TTF\n",
      "SimHei - C:\\Windows\\Fonts\\simhei.ttf\n",
      "Cascadia Code - C:\\WINDOWS\\Fonts\\CascadiaCode.ttf\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCB_____.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibrii.ttf\n",
      "Candara - C:\\Windows\\Fonts\\Candarab.ttf\n",
      "Brush Script MT - C:\\WINDOWS\\Fonts\\BRUSHSCI.TTF\n",
      "French Script MT - C:\\WINDOWS\\Fonts\\FRSCRIPT.TTF\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constanb.ttf\n",
      "Centaur - C:\\Windows\\Fonts\\CENTAUR.TTF\n",
      "MS Reference Specialty - C:\\WINDOWS\\Fonts\\REFSPCL.TTF\n",
      "Viner Hand ITC - C:\\Windows\\Fonts\\VINERITC.TTF\n",
      "Bauhaus 93 - C:\\WINDOWS\\Fonts\\BAUHS93.TTF\n",
      "Microsoft PhagsPa - C:\\Windows\\Fonts\\phagspa.ttf\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCKI.TTF\n",
      "Perpetua Titling MT - C:\\Windows\\Fonts\\PERTIBD.TTF\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHIC.TTF\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITE.TTF\n",
      "Kunstler Script - C:\\WINDOWS\\Fonts\\KUNSTLER.TTF\n",
      "Sans Serif Collection - C:\\Windows\\Fonts\\SansSerifCollection.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_B.TTF\n",
      "Cambria - C:\\Windows\\Fonts\\cambriaz.ttf\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCBI____.TTF\n",
      "Gadugi - C:\\Windows\\Fonts\\gadugi.ttf\n",
      "Microsoft PhagsPa - C:\\Windows\\Fonts\\phagspab.ttf\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\SCHLBKI.TTF\n",
      "Script MT Bold - C:\\Windows\\Fonts\\SCRIPTBL.TTF\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comici.ttf\n",
      "Script MT Bold - C:\\WINDOWS\\Fonts\\SCRIPTBL.TTF\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting-BoldItalic.otf\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GILI____.TTF\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GILB____.TTF\n",
      "Britannic Bold - C:\\WINDOWS\\Fonts\\BRITANIC.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ariali.ttf\n",
      "Wide Latin - C:\\Windows\\Fonts\\LATINWD.TTF\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPEBO.TTF\n",
      "Eras Light ITC - C:\\Windows\\Fonts\\ERASLGHT.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candarab.ttf\n",
      "Gill Sans Ultra Bold Condensed - C:\\WINDOWS\\Fonts\\GILLUBCD.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdanai.ttf\n",
      "Poor Richard - C:\\WINDOWS\\Fonts\\POORICH.TTF\n",
      "STSong - C:\\Windows\\Fonts\\STSONG.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuisl.ttf\n",
      "Symbol - C:\\Windows\\Fonts\\symbol.ttf\n",
      "Segoe Script - C:\\Windows\\Fonts\\segoesc.ttf\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GILI____.TTF\n",
      "Mongolian Baiti - C:\\Windows\\Fonts\\monbaiti.ttf\n",
      "Modern No. 20 - C:\\Windows\\Fonts\\MOD20.TTF\n",
      "Arial - C:\\Windows\\Fonts\\arialbi.ttf\n",
      "High Tower Text - C:\\WINDOWS\\Fonts\\HTOWERT.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting-BoldItalic.otf\n",
      "Curlz MT - C:\\WINDOWS\\Fonts\\CURLZ___.TTF\n",
      "Franklin Gothic Demi - C:\\WINDOWS\\Fonts\\FRADMIT.TTF\n",
      "STXihei - C:\\WINDOWS\\Fonts\\STXIHEI.TTF\n",
      "Wingdings - C:\\Windows\\Fonts\\wingding.ttf\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANSD.TTF\n",
      "Segoe Script - C:\\Windows\\Fonts\\segoescb.ttf\n",
      "Leelawadee UI - C:\\Windows\\Fonts\\LeelaUIb.ttf\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibrili.ttf\n",
      "Goudy Old Style - C:\\Windows\\Fonts\\GOUDOSB.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_PSTC.TTF\n",
      "Goudy Old Style - C:\\WINDOWS\\Fonts\\GOUDOSI.TTF\n",
      "Segoe UI Symbol - C:\\Windows\\Fonts\\seguisym.ttf\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCBI____.TTF\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAXDI.TTF\n",
      "Segoe Print - C:\\Windows\\Fonts\\segoeprb.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeui.ttf\n",
      "Niagara Engraved - C:\\WINDOWS\\Fonts\\NIAGENG.TTF\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOSBI.TTF\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALISTB.TTF\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebuc.ttf\n",
      "Chiller - C:\\WINDOWS\\Fonts\\CHILLER.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_B.TTF\n",
      "Berlin Sans FB - C:\\Windows\\Fonts\\BRLNSR.TTF\n",
      "Franklin Gothic Demi Cond - C:\\WINDOWS\\Fonts\\FRADMCN.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\arialbd.ttf\n",
      "Verdana - C:\\Windows\\Fonts\\verdanai.ttf\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAX.TTF\n",
      "Gadugi - C:\\WINDOWS\\Fonts\\gadugi.ttf\n",
      "Algerian - C:\\Windows\\Fonts\\ALGER.TTF\n",
      "Perpetua - C:\\Windows\\Fonts\\PERBI___.TTF\n",
      "Microsoft JhengHei - C:\\Windows\\Fonts\\msjhbd.ttc\n",
      "Cambria - C:\\Windows\\Fonts\\cambria.ttc\n",
      "Californian FB - C:\\WINDOWS\\Fonts\\CALIFR.TTF\n",
      "Bahnschrift - C:\\WINDOWS\\Fonts\\bahnschrift.ttf\n",
      "Stencil - C:\\WINDOWS\\Fonts\\STENCIL.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbell.ttf\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\timesbi.ttf\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITEI.TTF\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comicbd.ttf\n",
      "Brush Script MT - C:\\Windows\\Fonts\\BRUSHSCI.TTF\n",
      "Goudy Old Style - C:\\WINDOWS\\Fonts\\GOUDOS.TTF\n",
      "Californian FB - C:\\Windows\\Fonts\\CALIFB.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuisl.ttf\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting.otf\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITE.TTF\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCM_____.TTF\n",
      "Eras Bold ITC - C:\\WINDOWS\\Fonts\\ERASBD.TTF\n",
      "Rockwell Condensed - C:\\WINDOWS\\Fonts\\ROCCB___.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuil.ttf\n",
      "DejaVu Math TeX Gyre - C:\\ProgramData\\kingsoft\\office6\\omath\\DejaVuMathTeXGyre.ttf\n",
      "Ebrima - C:\\WINDOWS\\Fonts\\ebrimabd.ttf\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCK.TTF\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPEBO.TTF\n",
      "Segoe UI Emoji - C:\\Windows\\Fonts\\seguiemj.ttf\n",
      "HoloLens MDL2 Assets - C:\\Windows\\Fonts\\holomdl2.ttf\n",
      "Franklin Gothic Heavy - C:\\Windows\\Fonts\\FRAHVIT.TTF\n",
      "Times New Roman - C:\\Windows\\Fonts\\timesbd.ttf\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constan.ttf\n",
      "Webdings - C:\\WINDOWS\\Fonts\\webdings.ttf\n",
      "Niagara Solid - C:\\Windows\\Fonts\\NIAGSOL.TTF\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCK.TTF\n",
      "Sylfaen - C:\\Windows\\Fonts\\sylfaen.ttf\n",
      "Bell MT - C:\\WINDOWS\\Fonts\\BELLB.TTF\n",
      "DengXian - C:\\WINDOWS\\Fonts\\Deng.ttf\n",
      "Microsoft New Tai Lue - C:\\Windows\\Fonts\\ntailub.ttf\n",
      "KaiTi - C:\\Windows\\Fonts\\simkai.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_R.TTF\n",
      "Berlin Sans FB - C:\\Windows\\Fonts\\BRLNSB.TTF\n",
      "Microsoft Sans Serif - C:\\WINDOWS\\Fonts\\micross.ttf\n",
      "Microsoft JhengHei - C:\\WINDOWS\\Fonts\\msjh.ttc\n",
      "KaiTi - C:\\WINDOWS\\Fonts\\simkai.ttf\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GILB____.TTF\n",
      "Perpetua - C:\\Windows\\Fonts\\PERB____.TTF\n",
      "Eras Demi ITC - C:\\WINDOWS\\Fonts\\ERASDEMI.TTF\n",
      "High Tower Text - C:\\Windows\\Fonts\\HTOWERT.TTF\n",
      "Snap ITC - C:\\WINDOWS\\Fonts\\SNAP____.TTF\n",
      "Segoe Script - C:\\WINDOWS\\Fonts\\segoescb.ttf\n",
      "Franklin Gothic Heavy - C:\\WINDOWS\\Fonts\\FRAHV.TTF\n",
      "STXinwei - C:\\Windows\\Fonts\\STXINWEI.TTF\n",
      "Gloucester MT Extra Condensed - C:\\Windows\\Fonts\\GLECB.TTF\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comic.ttf\n",
      "Californian FB - C:\\WINDOWS\\Fonts\\CALIFB.TTF\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-BOLD.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candarai.ttf\n",
      "Microsoft Himalaya - C:\\Windows\\Fonts\\himalaya.ttf\n",
      "SimSun - C:\\WINDOWS\\Fonts\\simsun.ttc\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHICI.TTF\n",
      "Chiller - C:\\Windows\\Fonts\\CHILLER.TTF\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\palai.ttf\n",
      "Bernard MT Condensed - C:\\Windows\\Fonts\\BERNHC.TTF\n",
      "Franklin Gothic Medium - C:\\Windows\\Fonts\\framdit.ttf\n",
      "Arial - C:\\Windows\\Fonts\\ARIALNB.TTF\n",
      "Ebrima - C:\\Windows\\Fonts\\ebrima.ttf\n",
      "Javanese Text - C:\\Windows\\Fonts\\javatext.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consola.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguibl.ttf\n",
      "Courier New - C:\\Windows\\Fonts\\courbi.ttf\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgiai.ttf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\ANTQUABI.TTF\n",
      "Ravie - C:\\WINDOWS\\Fonts\\RAVIE.TTF\n",
      "Franklin Gothic Book - C:\\WINDOWS\\Fonts\\FRABKIT.TTF\n",
      "STXingkai - C:\\WINDOWS\\Fonts\\STXINGKA.TTF\n",
      "FZShuTi - C:\\Windows\\Fonts\\FZSTK.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting-Italic.otf\n",
      "Elephant - C:\\Windows\\Fonts\\ELEPHNTI.TTF\n",
      "Juice ITC - C:\\Windows\\Fonts\\JUICE___.TTF\n",
      "Californian FB - C:\\WINDOWS\\Fonts\\CALIFI.TTF\n",
      "Baskerville Old Face - C:\\Windows\\Fonts\\BASKVILL.TTF\n",
      "Wingdings 3 - C:\\Windows\\Fonts\\WINGDNG3.TTF\n",
      "Microsoft Tai Le - C:\\Windows\\Fonts\\taileb.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibrili.ttf\n",
      "Lucida Sans Unicode - C:\\Windows\\Fonts\\l_10646.ttf\n",
      "Wingdings 2 - C:\\WINDOWS\\Fonts\\WINGDNG2.TTF\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\palabi.ttf\n",
      "Cambria - C:\\Windows\\Fonts\\cambriab.ttf\n",
      "STHupo - C:\\Windows\\Fonts\\STHUPO.TTF\n",
      "Franklin Gothic Demi - C:\\Windows\\Fonts\\FRADM.TTF\n",
      "Myanmar Text - C:\\WINDOWS\\Fonts\\mmrtext.ttf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\ANTQUAB.TTF\n",
      "MS Outlook - C:\\Windows\\Fonts\\OUTLOOK.TTF\n",
      "HoloLens MDL2 Assets - C:\\WINDOWS\\Fonts\\holomdl2.ttf\n",
      "Papyrus - C:\\WINDOWS\\Fonts\\PAPYRUS.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candarali.ttf\n",
      "Times New Roman - C:\\Windows\\Fonts\\timesbi.ttf\n",
      "Rockwell Condensed - C:\\WINDOWS\\Fonts\\ROCC____.TTF\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\times.ttf\n",
      "Sitka - C:\\Windows\\Fonts\\SitkaVF.ttf\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-REGULAR.TTF\n",
      "Microsoft Tai Le - C:\\Windows\\Fonts\\taile.ttf\n",
      "Microsoft YaHei - C:\\Windows\\Fonts\\msyh.ttc\n",
      "Imprint MT Shadow - C:\\WINDOWS\\Fonts\\IMPRISHA.TTF\n",
      "Courier New - C:\\Windows\\Fonts\\courbd.ttf\n",
      "SimHei - C:\\WINDOWS\\Fonts\\simhei.ttf\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCKBI.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguisbi.ttf\n",
      "Cascadia Mono - C:\\Windows\\Fonts\\CascadiaMono.ttf\n",
      "STCaiyun - C:\\Windows\\Fonts\\STCAIYUN.TTF\n",
      "Sitka - C:\\WINDOWS\\Fonts\\SitkaVF.ttf\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothL.ttc\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_BLAI.TTF\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHIC.TTF\n",
      "Microsoft JhengHei - C:\\WINDOWS\\Fonts\\msjhl.ttc\n",
      "Candara - C:\\Windows\\Fonts\\Candaraz.ttf\n",
      "Cascadia Mono - C:\\WINDOWS\\Fonts\\CascadiaMono.ttf\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\palai.ttf\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comicz.ttf\n",
      "Mongolian Baiti - C:\\WINDOWS\\Fonts\\monbaiti.ttf\n",
      "Freestyle Script - C:\\Windows\\Fonts\\FREESCPT.TTF\n",
      "Segoe Print - C:\\WINDOWS\\Fonts\\segoeprb.ttf\n",
      "Microsoft YaHei - C:\\Windows\\Fonts\\msyhl.ttc\n",
      "Courier New - C:\\Windows\\Fonts\\cour.ttf\n",
      "Gadugi - C:\\WINDOWS\\Fonts\\gadugib.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuib.ttf\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebucbd.ttf\n",
      "Niagara Engraved - C:\\Windows\\Fonts\\NIAGENG.TTF\n",
      "Lucida Calligraphy - C:\\WINDOWS\\Fonts\\LCALLIG.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeui.ttf\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCKB.TTF\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebucit.ttf\n",
      "Copperplate Gothic Bold - C:\\Windows\\Fonts\\COPRGTB.TTF\n",
      "Franklin Gothic Book - C:\\Windows\\Fonts\\FRABK.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdanab.ttf\n",
      "STXinwei - C:\\WINDOWS\\Fonts\\STXINWEI.TTF\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting-Italic.otf\n",
      "Eras Bold ITC - C:\\Windows\\Fonts\\ERASBD.TTF\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgiaz.ttf\n",
      "Symbol - C:\\WINDOWS\\Fonts\\symbol.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguisli.ttf\n",
      "Courier New - C:\\WINDOWS\\Fonts\\couri.ttf\n",
      "Rockwell Condensed - C:\\Windows\\Fonts\\ROCC____.TTF\n",
      "STLiti - C:\\WINDOWS\\Fonts\\STLITI.TTF\n",
      "Agency FB - C:\\Windows\\Fonts\\AGENCYB.TTF\n",
      "Snap ITC - C:\\Windows\\Fonts\\SNAP____.TTF\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgia.ttf\n",
      "Footlight MT Light - C:\\WINDOWS\\Fonts\\FTLTLT.TTF\n",
      "MS Gothic - C:\\WINDOWS\\Fonts\\msgothic.ttc\n",
      "Agency FB - C:\\WINDOWS\\Fonts\\AGENCYB.TTF\n",
      "Bell MT - C:\\Windows\\Fonts\\BELL.TTF\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\SCHLBKBI.TTF\n",
      "Franklin Gothic Medium - C:\\WINDOWS\\Fonts\\framdit.ttf\n",
      "Microsoft PhagsPa - C:\\WINDOWS\\Fonts\\phagspab.ttf\n",
      "Segoe Print - C:\\WINDOWS\\Fonts\\segoepr.ttf\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\palab.ttf\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothL.ttc\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_I.TTF\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOSI.TTF\n",
      "Parchment - C:\\WINDOWS\\Fonts\\PARCHM.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguibl.ttf\n",
      "Leelawadee UI - C:\\Windows\\Fonts\\LeelawUI.ttf\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCKB.TTF\n",
      "Colonna MT - C:\\WINDOWS\\Fonts\\COLONNA.TTF\n",
      "Nirmala UI - C:\\WINDOWS\\Fonts\\Nirmala.ttf\n",
      "Bradley Hand ITC - C:\\WINDOWS\\Fonts\\BRADHITC.TTF\n",
      "Courier New - C:\\WINDOWS\\Fonts\\courbd.ttf\n",
      "Baskerville Old Face - C:\\WINDOWS\\Fonts\\BASKVILL.TTF\n",
      "Segoe Script - C:\\WINDOWS\\Fonts\\segoesc.ttf\n",
      "Agency FB - C:\\Windows\\Fonts\\AGENCYR.TTF\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consolab.ttf\n",
      "Imprint MT Shadow - C:\\Windows\\Fonts\\IMPRISHA.TTF\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCKBI.TTF\n",
      "Malgun Gothic - C:\\WINDOWS\\Fonts\\malgunsl.ttf\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANSI.TTF\n",
      "Segoe UI Variable - C:\\Windows\\Fonts\\SegUIVar.ttf\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothB.ttc\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-MEDIUM.TTF\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\timesbd.ttf\n",
      "Garamond - C:\\WINDOWS\\Fonts\\GARAIT.TTF\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCKI.TTF\n",
      "Algerian - C:\\WINDOWS\\Fonts\\ALGER.TTF\n",
      "Wingdings - C:\\WINDOWS\\Fonts\\wingding.ttf\n",
      "Kristen ITC - C:\\WINDOWS\\Fonts\\ITCKRIST.TTF\n",
      "Lucida Console - C:\\Windows\\Fonts\\lucon.ttf\n",
      "Arial - C:\\Windows\\Fonts\\arial.ttf\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOS.TTF\n",
      "Franklin Gothic Heavy - C:\\Windows\\Fonts\\FRAHV.TTF\n",
      "Harlow Solid Italic - C:\\Windows\\Fonts\\HARLOWSI.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ariali.ttf\n",
      "Malgun Gothic - C:\\Windows\\Fonts\\malgunbd.ttf\n",
      "Rage Italic - C:\\WINDOWS\\Fonts\\RAGE.TTF\n",
      "Informal Roman - C:\\WINDOWS\\Fonts\\INFROMAN.TTF\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constani.ttf\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPEO.TTF\n",
      "Franklin Gothic Medium Cond - C:\\WINDOWS\\Fonts\\FRAMDCN.TTF\n",
      "Verdana - C:\\Windows\\Fonts\\verdanaz.ttf\n",
      "YouYuan - C:\\Windows\\Fonts\\SIMYOU.TTF\n",
      "Courier New - C:\\WINDOWS\\Fonts\\cour.ttf\n",
      "Gill Sans Ultra Bold - C:\\WINDOWS\\Fonts\\GILSANUB.TTF\n",
      "Perpetua Titling MT - C:\\WINDOWS\\Fonts\\PERTILI.TTF\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebucbd.ttf\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consola.ttf\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_BI.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CB.TTF\n",
      "Arial Unicode MS - C:\\WINDOWS\\Fonts\\ARIALUNI.TTF\n",
      "Georgia - C:\\Windows\\Fonts\\georgiai.ttf\n",
      "Rockwell Condensed - C:\\Windows\\Fonts\\ROCCB___.TTF\n",
      "Microsoft YaHei - C:\\WINDOWS\\Fonts\\msyh.ttc\n",
      "Tw Cen MT Condensed - C:\\Windows\\Fonts\\TCCB____.TTF\n",
      "Berlin Sans FB - C:\\WINDOWS\\Fonts\\BRLNSB.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibriz.ttf\n",
      "Bauhaus 93 - C:\\Windows\\Fonts\\BAUHS93.TTF\n",
      "Nirmala UI - C:\\Windows\\Fonts\\Nirmala.ttf\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOSB.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALNI.TTF\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHICB.TTF\n",
      "Impact - C:\\Windows\\Fonts\\impact.ttf\n",
      "Bookshelf Symbol 7 - C:\\Windows\\Fonts\\BSSYM7.TTF\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAXD.TTF\n",
      "Garamond - C:\\Windows\\Fonts\\GARAIT.TTF\n",
      "Harrington - C:\\WINDOWS\\Fonts\\HARNGTON.TTF\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANSD.TTF\n",
      "Pristina - C:\\WINDOWS\\Fonts\\PRISTINA.TTF\n",
      "Perpetua - C:\\Windows\\Fonts\\PERI____.TTF\n",
      "FZShuTi - C:\\WINDOWS\\Fonts\\FZSTK.TTF\n",
      "Gigi - C:\\WINDOWS\\Fonts\\GIGI.TTF\n",
      "Segoe Fluent Icons - C:\\WINDOWS\\Fonts\\SegoeIcons.ttf\n",
      "Tempus Sans ITC - C:\\WINDOWS\\Fonts\\TEMPSITC.TTF\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\pala.ttf\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbelz.ttf\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALISTB.TTF\n",
      "Eras Light ITC - C:\\WINDOWS\\Fonts\\ERASLGHT.TTF\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comici.ttf\n",
      "Bernard MT Condensed - C:\\WINDOWS\\Fonts\\BERNHC.TTF\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITED.TTF\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\timesi.ttf\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOSB.TTF\n",
      "High Tower Text - C:\\Windows\\Fonts\\HTOWERTI.TTF\n",
      "Harlow Solid Italic - C:\\WINDOWS\\Fonts\\HARLOWSI.TTF\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comicz.ttf\n",
      "Lucida Console - C:\\WINDOWS\\Fonts\\lucon.ttf\n",
      "Franklin Gothic Medium - C:\\Windows\\Fonts\\framd.ttf\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candaral.ttf\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting-Bold.otf\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANSI.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ARIALN.TTF\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANS.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbeli.ttf\n",
      "Perpetua Titling MT - C:\\WINDOWS\\Fonts\\PERTIBD.TTF\n",
      "STHupo - C:\\WINDOWS\\Fonts\\STHUPO.TTF\n",
      "MS Gothic - C:\\Windows\\Fonts\\msgothic.ttc\n",
      "Arial Rounded MT Bold - C:\\WINDOWS\\Fonts\\ARLRDBD.TTF\n",
      "Tahoma - C:\\WINDOWS\\Fonts\\tahomabd.ttf\n",
      "Constantia - C:\\Windows\\Fonts\\constanb.ttf\n",
      "Californian FB - C:\\Windows\\Fonts\\CALIFI.TTF\n",
      "Segoe MDL2 Assets - C:\\Windows\\Fonts\\segmdl2.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguili.ttf\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAXI.TTF\n",
      "Curlz MT - C:\\Windows\\Fonts\\CURLZ___.TTF\n",
      "MV Boli - C:\\WINDOWS\\Fonts\\mvboli.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CBI.TTF\n",
      "Nirmala UI - C:\\WINDOWS\\Fonts\\NirmalaS.ttf\n",
      "Meiryo - C:\\WINDOWS\\Fonts\\MEIRYO.TTC\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALISTI.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CI.TTF\n",
      "STFangsong - C:\\WINDOWS\\Fonts\\STFANGSO.TTF\n",
      "Lucida Handwriting - C:\\WINDOWS\\Fonts\\LHANDW.TTF\n",
      "Georgia - C:\\Windows\\Fonts\\georgiaz.ttf\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\SCHLBKBI.TTF\n",
      "Microsoft Sans Serif - C:\\Windows\\Fonts\\micross.ttf\n",
      "Gill Sans MT Condensed - C:\\Windows\\Fonts\\GILC____.TTF\n",
      "Candara - C:\\Windows\\Fonts\\Candaral.ttf\n",
      "Tw Cen MT Condensed - C:\\WINDOWS\\Fonts\\TCCB____.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ariblk.ttf\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPEO.TTF\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCM_____.TTF\n",
      "Microsoft JhengHei - C:\\Windows\\Fonts\\msjhl.ttc\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOS.TTF\n",
      "Harrington - C:\\Windows\\Fonts\\HARNGTON.TTF\n",
      "Segoe UI Variable - C:\\WINDOWS\\Fonts\\SegUIVar.ttf\n",
      "Goudy Old Style - C:\\Windows\\Fonts\\GOUDOSI.TTF\n",
      "Bradley Hand ITC - C:\\Windows\\Fonts\\BRADHITC.TTF\n",
      "MS Outlook - C:\\WINDOWS\\Fonts\\OUTLOOK.TTF\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOSBI.TTF\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-BOLD.TTF\n",
      "Eras Medium ITC - C:\\WINDOWS\\Fonts\\ERASMD.TTF\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALISTBI.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candara.ttf\n",
      "Berlin Sans FB - C:\\WINDOWS\\Fonts\\BRLNSR.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguibli.ttf\n",
      "Niagara Solid - C:\\WINDOWS\\Fonts\\NIAGSOL.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguili.ttf\n",
      "Wide Latin - C:\\WINDOWS\\Fonts\\LATINWD.TTF\n",
      "Microsoft New Tai Lue - C:\\WINDOWS\\Fonts\\ntailub.ttf\n",
      "Berlin Sans FB Demi - C:\\WINDOWS\\Fonts\\BRLNSDB.TTF\n",
      "FZYaoTi - C:\\WINDOWS\\Fonts\\FZYTK.TTF\n",
      "Onyx - C:\\WINDOWS\\Fonts\\ONYX.TTF\n",
      "LiSu - C:\\WINDOWS\\Fonts\\SIMLI.TTF\n",
      "Wingdings 2 - C:\\Windows\\Fonts\\WINGDNG2.TTF\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\SCHLBKB.TTF\n",
      "DengXian - C:\\WINDOWS\\Fonts\\Dengb.ttf\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCMI____.TTF\n",
      "SimSun-ExtB - C:\\Windows\\Fonts\\simsunb.ttf\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\ANTQUAB.TTF\n",
      "Tw Cen MT Condensed Extra Bold - C:\\Windows\\Fonts\\TCCEB.TTF\n",
      "Constantia - C:\\Windows\\Fonts\\constan.ttf\n",
      "Engravers MT - C:\\Windows\\Fonts\\ENGR.TTF\n",
      "MingLiU-ExtB - C:\\WINDOWS\\Fonts\\mingliub.ttc\n",
      "Vladimir Script - C:\\WINDOWS\\Fonts\\VLADIMIR.TTF\n",
      "Garamond - C:\\WINDOWS\\Fonts\\GARABD.TTF\n",
      "Magneto - C:\\Windows\\Fonts\\MAGNETOB.TTF\n",
      "Broadway - C:\\WINDOWS\\Fonts\\BROADW.TTF\n",
      "Arial Rounded MT Bold - C:\\Windows\\Fonts\\ARLRDBD.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_I.TTF\n",
      "MS Reference Sans Serif - C:\\WINDOWS\\Fonts\\REFSAN.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ariblk.ttf\n",
      "Segoe UI Historic - C:\\WINDOWS\\Fonts\\seguihis.ttf\n",
      "Old English Text MT - C:\\Windows\\Fonts\\OLDENGL.TTF\n",
      "Forte - C:\\WINDOWS\\Fonts\\FORTE.TTF\n",
      "Franklin Gothic Medium Cond - C:\\Windows\\Fonts\\FRAMDCN.TTF\n",
      "Rockwell Extra Bold - C:\\Windows\\Fonts\\ROCKEB.TTF\n",
      "Matura MT Script Capitals - C:\\Windows\\Fonts\\MATURASC.TTF\n",
      "Tahoma - C:\\Windows\\Fonts\\tahoma.ttf\n",
      "STZhongsong - C:\\Windows\\Fonts\\STZHONGS.TTF\n",
      "Mistral - C:\\Windows\\Fonts\\MISTRAL.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdanaz.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibri.ttf\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-LIGHT.TTF\n",
      "Forte - C:\\Windows\\Fonts\\FORTE.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting.otf\n",
      "Microsoft Yi Baiti - C:\\Windows\\Fonts\\msyi.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consolab.ttf\n",
      "STZhongsong - C:\\WINDOWS\\Fonts\\STZHONGS.TTF\n",
      "Cascadia Code - C:\\Windows\\Fonts\\CascadiaCode.ttf\n",
      "STFangsong - C:\\Windows\\Fonts\\STFANGSO.TTF\n",
      "Verdana - C:\\Windows\\Fonts\\verdana.ttf\n",
      "Kristen ITC - C:\\Windows\\Fonts\\ITCKRIST.TTF\n",
      "YouYuan - C:\\WINDOWS\\Fonts\\SIMYOU.TTF\n",
      "Tahoma - C:\\Windows\\Fonts\\tahomabd.ttf\n",
      "Candara - C:\\Windows\\Fonts\\Candarali.ttf\n",
      "French Script MT - C:\\Windows\\Fonts\\FRSCRIPT.TTF\n",
      "Playbill - C:\\Windows\\Fonts\\PLAYBILL.TTF\n",
      "MT Extra - C:\\Program Files (x86)\\Common Files\\Microsoft Shared\\EQUATION\\MTEXTRA.TTF\n",
      "Leelawadee UI - C:\\Windows\\Fonts\\LeelUIsl.ttf\n",
      "Haettenschweiler - C:\\WINDOWS\\Fonts\\HATTEN.TTF\n",
      "Bell MT - C:\\Windows\\Fonts\\BELLB.TTF\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOSI.TTF\n",
      "Goudy Stout - C:\\WINDOWS\\Fonts\\GOUDYSTO.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_BLAR.TTF\n",
      "Sylfaen - C:\\WINDOWS\\Fonts\\sylfaen.ttf\n",
      "Arial - C:\\Windows\\Fonts\\ARIALNI.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CI.TTF\n",
      "Myanmar Text - C:\\Windows\\Fonts\\mmrtextb.ttf\n",
      "Agency FB - C:\\WINDOWS\\Fonts\\AGENCYR.TTF\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PER_____.TTF\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebucbi.ttf\n",
      "Arial - C:\\Windows\\Fonts\\arialbd.ttf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\BKANT.TTF\n",
      "Malgun Gothic - C:\\WINDOWS\\Fonts\\malgunbd.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibril.ttf\n",
      "Constantia - C:\\Windows\\Fonts\\constanz.ttf\n",
      "Tw Cen MT Condensed - C:\\WINDOWS\\Fonts\\TCCM____.TTF\n",
      "LiSu - C:\\Windows\\Fonts\\SIMLI.TTF\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\palabi.ttf\n",
      "Franklin Gothic Demi - C:\\WINDOWS\\Fonts\\FRADM.TTF\n",
      "Franklin Gothic Book - C:\\Windows\\Fonts\\FRABKIT.TTF\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothR.ttc\n",
      "Monotype Corsiva - C:\\Windows\\Fonts\\MTCORSVA.TTF\n",
      "Garamond - C:\\Windows\\Fonts\\GARABD.TTF\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GILBI___.TTF\n",
      "Myanmar Text - C:\\WINDOWS\\Fonts\\mmrtextb.ttf\n",
      "Microsoft JhengHei - C:\\Windows\\Fonts\\msjh.ttc\n",
      "Courier New - C:\\Windows\\Fonts\\couri.ttf\n",
      "Lucida Sans Unicode - C:\\WINDOWS\\Fonts\\l_10646.ttf\n",
      "Showcard Gothic - C:\\WINDOWS\\Fonts\\SHOWG.TTF\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothR.ttc\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-MEDIUM.TTF\n",
      "Courier New - C:\\WINDOWS\\Fonts\\courbi.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuii.ttf\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHICB.TTF\n",
      "Garamond - C:\\WINDOWS\\Fonts\\GARA.TTF\n",
      "Britannic Bold - C:\\Windows\\Fonts\\BRITANIC.TTF\n",
      "STLiti - C:\\Windows\\Fonts\\STLITI.TTF\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANSDI.TTF\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambriaz.ttf\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebucit.ttf\n",
      "High Tower Text - C:\\WINDOWS\\Fonts\\HTOWERTI.TTF\n",
      "Monotype Corsiva - C:\\WINDOWS\\Fonts\\MTCORSVA.TTF\n",
      "FZYaoTi - C:\\Windows\\Fonts\\FZYTK.TTF\n",
      "Colonna MT - C:\\Windows\\Fonts\\COLONNA.TTF\n",
      "Microsoft Himalaya - C:\\WINDOWS\\Fonts\\himalaya.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuiz.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consolai.ttf\n",
      "Goudy Old Style - C:\\Windows\\Fonts\\GOUDOS.TTF\n",
      "DengXian - C:\\Windows\\Fonts\\Dengb.ttf\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITEDI.TTF\n",
      "Edwardian Script ITC - C:\\Windows\\Fonts\\ITCEDSCR.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuil.ttf\n",
      "Kunstler Script - C:\\Windows\\Fonts\\KUNSTLER.TTF\n",
      "Mistral - C:\\WINDOWS\\Fonts\\MISTRAL.TTF\n",
      "Verdana - C:\\Windows\\Fonts\\verdanab.ttf\n",
      "Ravie - C:\\Windows\\Fonts\\RAVIE.TTF\n",
      "Rockwell Extra Bold - C:\\WINDOWS\\Fonts\\ROCKEB.TTF\n",
      "Nirmala UI - C:\\Windows\\Fonts\\NirmalaS.ttf\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candaraz.ttf\n",
      "MT Extra - C:\\WINDOWS\\Fonts\\MTEXTRA.TTF\n",
      "Meiryo - C:\\Windows\\Fonts\\MEIRYO.TTC\n",
      "Tw Cen MT Condensed - C:\\Windows\\Fonts\\TCCM____.TTF\n",
      "Castellar - C:\\Windows\\Fonts\\CASTELAR.TTF\n",
      "Vladimir Script - C:\\Windows\\Fonts\\VLADIMIR.TTF\n",
      "Californian FB - C:\\Windows\\Fonts\\CALIFR.TTF\n",
      "Copperplate Gothic Light - C:\\WINDOWS\\Fonts\\COPRGTL.TTF\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambriab.ttf\n",
      "Copperplate Gothic Bold - C:\\WINDOWS\\Fonts\\COPRGTB.TTF\n",
      "Bell MT - C:\\WINDOWS\\Fonts\\BELLI.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_BLAR.TTF\n",
      "Gill Sans MT Ext Condensed Bold - C:\\Windows\\Fonts\\GLSNECB.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdana.ttf\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibrib.ttf\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITED.TTF\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPE.TTF\n",
      "Microsoft YaHei - C:\\Windows\\Fonts\\msyhbd.ttc\n",
      "Segoe Fluent Icons - C:\\Windows\\Fonts\\SegoeIcons.ttf\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITEI.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ARIALNBI.TTF\n",
      "Bell MT - C:\\WINDOWS\\Fonts\\BELL.TTF\n",
      "Rage Italic - C:\\Windows\\Fonts\\RAGE.TTF\n",
      "Gadugi - C:\\Windows\\Fonts\\gadugib.ttf\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consolai.ttf\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    " \n",
    "for font in font_manager.fontManager.ttflist:\n",
    "    # 查看字体名以及对应的字体文件名\n",
    "    print(font.name, '-', font.fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "436019bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "#设置中文编码和负号的正常显示\n",
    "plt.rcParams['font.family']='Microsoft YaHei'\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eb0cfef",
   "metadata": {},
   "source": [
    "# 任务 2 财务数据指标分析及可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbe8459d",
   "metadata": {},
   "source": [
    "### 任务 2.1.1柱状图 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb56127e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Stkcd      Accper Typrep    B001100000    B001101000    B001200000  \\\n",
      "0     600705  2018-03-31      A  2.779306e+09  1.470703e+09  1.692376e+09   \n",
      "1        921  2018-03-31      A  8.974222e+09  8.974222e+09  8.824302e+09   \n",
      "2       2286  2018-03-31      A  3.868472e+08  3.868472e+08  3.780943e+08   \n",
      "3        546  2018-03-31      A  1.328454e+09  1.328454e+09  1.341649e+09   \n",
      "4     600710  2018-03-31      A  1.732878e+10  1.732878e+10  1.717469e+10   \n",
      "...      ...         ...    ...           ...           ...           ...   \n",
      "4730  300367  2019-06-30      A  3.576926e+08  3.576926e+08  5.963367e+08   \n",
      "4731    2225  2018-12-31      A  3.888063e+09  3.888063e+09  3.637975e+09   \n",
      "4732    2337  2019-01-01      A  4.543000e+08  4.500802e+08  4.546648e+08   \n",
      "4733  600739  2018-12-31      A  1.927516e+10  1.927516e+10  1.914773e+10   \n",
      "4734  600739  2019-01-01      A  1.927516e+10  1.927516e+10  1.914773e+10   \n",
      "\n",
      "        B001201000   B001207000    B001209000    B001210000  ...  \\\n",
      "0     8.251063e+08  15429945.69  3.448499e+08  2.534629e+08  ...   \n",
      "1     7.368462e+09  57149348.38  1.126095e+09  2.629585e+08  ...   \n",
      "2     3.326991e+08   3758810.87  2.362274e+07  1.179122e+07  ...   \n",
      "3     1.241990e+09   9290554.13  1.779985e+07  4.566993e+07  ...   \n",
      "4     1.644967e+10  10379980.72  2.684930e+08  2.505174e+08  ...   \n",
      "...            ...          ...           ...           ...  ...   \n",
      "4730  1.332807e+08   6645721.93  7.506752e+07  1.909523e+08  ...   \n",
      "4731  2.740167e+09  33399213.59  3.519104e+08  3.680922e+08  ...   \n",
      "4732  2.564949e+08   8706830.48  3.935411e+07  1.042468e+08  ...   \n",
      "4733  1.696247e+10  53349656.52  1.127485e+09  5.028312e+08  ...   \n",
      "4734  1.696247e+10  53349656.52  1.127485e+09  5.028312e+08  ...   \n",
      "\n",
      "        B005000000    B006000000    B006000101    B006000102    A002000000  \\\n",
      "0     5.427920e+07  1.092024e+09  8.471375e+08  2.448865e+08  1.985080e+11   \n",
      "1    -4.026374e+06  3.020331e+08  2.839604e+08  1.807269e+07  1.503353e+10   \n",
      "2    -3.218783e+06  1.095736e+07  1.105461e+07 -9.724987e+04  7.540687e+08   \n",
      "3    -3.601700e+02  1.865989e+07  5.779797e+06  1.288009e+07  4.021656e+09   \n",
      "4    -2.734879e+07  1.837843e+08  6.712745e+07  1.166569e+08  3.636285e+10   \n",
      "...            ...           ...           ...           ...           ...   \n",
      "4730  1.713638e+05 -1.138187e+08 -1.123485e+08 -1.470137e+06  3.258530e+09   \n",
      "4731 -2.454814e+06  2.280307e+08  2.190634e+08  8.967317e+06  2.517441e+09   \n",
      "4732  2.707905e+04  9.211858e+06  7.436325e+06  1.775533e+06  2.222866e+08   \n",
      "4733 -2.418687e+08  6.202355e+08  5.244295e+08  9.580603e+07  1.417034e+10   \n",
      "4734 -2.418687e+08  6.202355e+08  5.244295e+08  9.580603e+07  1.417034e+10   \n",
      "\n",
      "        A001000000  Indnme     Nindnme        利润率      资产负债率  \n",
      "0     2.276480e+11      金融       其他金融业  48.831026  87.199536  \n",
      "1     2.228894e+10      工业  电器机械及器材制造业   4.011893  67.448411  \n",
      "2     2.290365e+09      工业       食品加工业   4.327788  32.923518  \n",
      "3     7.916889e+09    公用事业     其他社会服务业   1.930558  50.798441  \n",
      "4     4.360007e+10      商业     批发和零售贸易   1.617851  83.400901  \n",
      "...            ...     ...         ...        ...        ...  \n",
      "4730  7.144907e+09      工业       信息技术业 -22.772770  45.606335  \n",
      "4731  5.291625e+09      工业    非金属矿物制品业   6.704131  47.574061  \n",
      "4732  1.526631e+09      工业     专用设备制造业   3.100719  14.560603  \n",
      "4733  3.578014e+10      商业     批发和零售贸易   5.150384  39.603923  \n",
      "4734  3.578014e+10      商业     批发和零售贸易   5.150384  39.603923  \n",
      "\n",
      "[4735 rows x 36 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#从 LR_new.csv 中读取数据\n",
    "df = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_new.csv')\n",
    "print(df)\n",
    "\n",
    "# 提取 2019 年 9 月的数据\n",
    "df_2019_sep = df[df['Accper'].str.startswith('2019-09')]\n",
    "\n",
    "# 根据行业大类进行分组，计算利润总额的均值\n",
    "profit_mean_by_industry = df_2019_sep.groupby('Indnme')['B001000000'].mean()\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.figure(figsize=(10, 6))\n",
    "profit_mean_by_industry.sort_values().plot(kind='bar', color='PeachPuff')\n",
    "plt.title('2019 年 9 月各行业大类的利润对比')\n",
    "plt.xlabel('行业大类')\n",
    "plt.ylabel('利润总额均值')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c09a9146",
   "metadata": {},
   "source": [
    "### 任务 2.1.2折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5a97255e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建折线图\n",
    "# 将 Accper 字段转换为日期类型\n",
    "df['Accper'] = pd.to_datetime(df['Accper'])\n",
    "\n",
    "# 提取 2018 年 1 月至 2019 年 9 月的数据\n",
    "df_selected = df[(df['Accper'] >= '2018-01-01') & (df['Accper'] <= '2019-09-30')]\n",
    "\n",
    "# 根据行业大类和时间进行分组，计算利润率的均值\n",
    "profit_mean_by_industry_time = df_selected.groupby(['Indnme', pd.Grouper(key='Accper', freq='Q')])['利润率'].mean().unstack()\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(12, 8))\n",
    "for industry in profit_mean_by_industry_time.index:\n",
    "    plt.plot(profit_mean_by_industry_time.columns, profit_mean_by_industry_time.loc[industry], marker='s', label=industry)\n",
    "\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('利润率均值')\n",
    "plt.title('2018年1月至2019年9月各行业大类利润率均值变化')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fae4786",
   "metadata": {},
   "source": [
    "### 任务 2..2.1柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "223713ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019年9月营业利润率均值排名第1的行业大类是： 金融\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_new.csv')\n",
    "# 将Accper列转换为日期格式  \n",
    "data['Accper'] = pd.to_datetime(data['Accper'])\n",
    "\n",
    "# 定义日期范围，筛选2018年9月份的数据  \n",
    "mask = (data['Accper'] > '2018-08-31') & (data['Accper'] <= '2018-09-30')\n",
    "df_sep = data.loc[mask]\n",
    "\n",
    "# 再筛选出合并报表的数据  \n",
    "data_filtered  = df_sep[df_sep['Typrep'] == 'A']\n",
    "\n",
    "# 计算每个行业大类的营业利润率均值  \n",
    "profit_margin_mean = data_filtered.groupby('Indnme')['利润率'].mean()\n",
    "\n",
    "# 找出营业利润率均值排名第1的行业大类  \n",
    "top_industry = profit_margin_mean.idxmax()\n",
    "\n",
    "print(\"2019年9月营业利润率均值排名第1的行业大类是：\", top_industry)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7caf453f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算目标行业大类的每个细类的营业利润率  \n",
    "data_for_plot = data_filtered[data_filtered['Indnme'] == top_industry]\n",
    "profit_margins = data_for_plot.groupby('Nindnme')['利润率'].mean()\n",
    "\n",
    "# 提取利润率排名前3的细类  \n",
    "top3_nindnme = profit_margins.nlargest(3).index\n",
    "\n",
    "# 绘制柱状图  \n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(top3_nindnme, profit_margins[top3_nindnme],color='MistyRose')\n",
    "ax.set_xlabel('细类')\n",
    "ax.set_ylabel('利润率')\n",
    "ax.set_title(f'2019年{top_industry}各细类利润率对比')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d6f3774",
   "metadata": {},
   "source": [
    "### 任务2.2.2柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6d407c2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'其他金融业'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 确定利润率排名第1的细类  \n",
    "profit_margins_by_nindnme = data_filtered[data_filtered['Indnme'] == top_industry].groupby('Nindnme')['利润率'].mean()\n",
    "top_nindnme = profit_margins_by_nindnme.idxmax()\n",
    "top_nindnme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "09f70d12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在该细类中找出利润率排名前5的企业  \n",
    "data_for_plot = data_filtered[(data_filtered['Indnme'] == top_industry) & (data_filtered['Nindnme'] == top_nindnme)]\n",
    "profit_margins_by_stkcd = data_for_plot.groupby('Stkcd')['利润率'].mean()\n",
    "top5_stkcd = profit_margins_by_stkcd.nlargest(5).index\n",
    "\n",
    "# 绘制柱状图  \n",
    "fig, ax = plt.subplots()\n",
    "ax.bar( profit_margins_by_stkcd[top5_stkcd],profit_margins_by_stkcd[top5_stkcd],color='LightCoral')\n",
    "ax.set_xlabel('企业')\n",
    "ax.set_ylabel('利润率')\n",
    "ax.set_title(f'2019年{top_industry}中{top_nindnme}的企业利润率对比')\n",
    "plt.xticks(rotation=45)  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "982cd8fa",
   "metadata": {},
   "source": [
    "### 任务2.2.3饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "15c117fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 筛选出企业\"T1\"在2019年9月的数据  \n",
    "t1_stkcd = top_nindnme  # 企业\"T1\"的证券代码  \n",
    "data_for_t1 = data_filtered[(data_filtered['Indnme'] == top_industry) & (data_filtered['Nindnme'] == t1_stkcd)]\n",
    "\n",
    "# 提取相关数据  \n",
    "operating_cost = data_for_t1['B001201000'].values[0]  # 营业成本  \n",
    "tax = data_for_t1['B001207000'].values[0]  # 营业税金及附加  \n",
    "selling_expense = data_for_t1['B001209000'].values[0]  # 销售费用  \n",
    "management_expense = data_for_t1['B001210000'].values[0]  # 管理费用  \n",
    "financial_expense = data_for_t1['B001211000'].values[0]  # 财务费用  \n",
    "\n",
    "# 创建饼图数据  \n",
    "labels = ['营业成本', '营业税金及附加', '销售费用', '管理费用', '财务费用']\n",
    "sizes = [operating_cost, tax, selling_expense, management_expense, financial_expense]\n",
    "explode = (0.1, 0, 0, 0, 0)  # 将第一个部分（营业成本）稍微移出中心以强调  \n",
    "# 颜色\n",
    "colors = ['LimeGreen','Honeydew','LightBLue','Lavender','Cyan']\n",
    "# 绘制饼图  \n",
    "fig, ax = plt.subplots()\n",
    "ax.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%',colors=colors,startangle=90,radius=4.5)\n",
    "ax.axis('equal')  # 确保饼图是圆形的  \n",
    "plt.title(f'2019年{top_industry}企业“T1”营业总成本分析')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e945952",
   "metadata": {},
   "source": [
    "### 任务2.2.4柱状折线组合图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "6fb1dbd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask =  (data['Indnme'] == top_industry) & (data['Nindnme'] == t1_stkcd)\n",
    "df_t1 = data.loc[mask]\n",
    "mask1 = ((data['Accper'] > '2019-08-31') & (data['Accper'] <= '2019-09-30'))| ((data['Accper'] >= '2019-03-01') & (data['Accper'] <= '2019-03-31')) | ((data['Accper'] >= '2019-06-01') & (data['Accper'] <= '2019-06-30'))\n",
    "df_t1 = df_t1[mask1]\n",
    "# 绘制图表  \n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "# 绘制柱状图 - 营业总收入、营业总成本  \n",
    "ax1.bar(df_t1['Accper'], df_t1['B001100000'], label='营业总收入')\n",
    "ax1.bar(df_t1['Accper'], df_t1['B001200000'], label='营业总成本')\n",
    "ax1.set_xlabel('会计期间')\n",
    "ax1.set_ylabel('金额')\n",
    "ax1.legend()\n",
    "\n",
    "# 绘制折线图 - 利润率、资产负债率，共享x轴  \n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(df_t1['Accper'], df_t1['利润率'], color='g', label='利润率')\n",
    "ax2.plot(df_t1['Accper'], df_t1['资产负债率'], color='r', label='资产负债率')\n",
    "ax2.set_ylabel('比率')\n",
    "ax2.legend(loc='upper right')\n",
    "\n",
    "# 设置标题  \n",
    "plt.title('2019年月企业“T1”经营情况分析')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "811374ba",
   "metadata": {},
   "source": [
    "### 任务2.3可视化大屏"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29f4449f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4c034ceb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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